{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import yaml\n",
    "import os\n",
    "import sys\n",
    "sys.path.append('/home/yang_liu/python_workspace/3DGS')\n",
    "\n",
    "import torchvision\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import torchvision.transforms.functional as tf\n",
    "from PIL import Image\n",
    "from tqdm import tqdm\n",
    "from os import makedirs\n",
    "from scene import Scene\n",
    "from gaussian_renderer import render\n",
    "from utils.general_utils import safe_state\n",
    "from argparse import ArgumentParser\n",
    "from arguments import ModelParams, PipelineParams\n",
    "from gaussian_renderer import GaussianModel\n",
    "from arguments import ModelParams, PipelineParams, OptimizationParams, GroupParams\n",
    "from utils.loss_utils import l1_loss, ssim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def parse_cfg(cfg):\n",
    "    lp = GroupParams()\n",
    "    op = GroupParams()\n",
    "    pp = GroupParams()\n",
    "\n",
    "    for arg in cfg['model_params'].items():\n",
    "        setattr(lp, arg[0], arg[1])\n",
    "    \n",
    "    for arg in cfg['optim_params'].items():\n",
    "        setattr(op, arg[0], arg[1]) \n",
    "\n",
    "    for arg in cfg['pipeline_params'].items():\n",
    "        setattr(pp, arg[0], arg[1])\n",
    "    \n",
    "    return lp, op, pp\n",
    "\n",
    "def readImages(renders_dir, gt_dir):\n",
    "    renders = []\n",
    "    gts = []\n",
    "    image_names = []\n",
    "    for fname in os.listdir(renders_dir):\n",
    "        render = Image.open(renders_dir / fname)\n",
    "        gt = Image.open(gt_dir / fname)\n",
    "        renders.append(tf.to_tensor(render).unsqueeze(0)[:, :3, :, :].cuda())\n",
    "        gts.append(tf.to_tensor(gt).unsqueeze(0)[:, :3, :, :].cuda())\n",
    "        image_names.append(fname)\n",
    "    return renders, gts, image_names\n",
    "\n",
    "def contract_to_unisphere(\n",
    "        x: torch.Tensor,\n",
    "        aabb: torch.Tensor,\n",
    "        ord: float = 2,\n",
    "        eps: float = 1e-6,\n",
    "        derivative: bool = False,\n",
    "    ):\n",
    "        aabb_min, aabb_max = torch.split(aabb, 3, dim=-1)\n",
    "        x = (x - aabb_min) / (aabb_max - aabb_min)\n",
    "        x = x * 2 - 1  # aabb is at [-1, 1]\n",
    "        mag = torch.linalg.norm(x, ord=ord, dim=-1, keepdim=True)\n",
    "        mask = mag.squeeze(-1) > 1\n",
    "\n",
    "        if derivative:\n",
    "            dev = (2 * mag - 1) / mag**2 + 2 * x**2 * (\n",
    "                1 / mag**3 - (2 * mag - 1) / mag**4\n",
    "            )\n",
    "            dev[~mask] = 1.0\n",
    "            dev = torch.clamp(dev, min=eps)\n",
    "            return dev\n",
    "        else:\n",
    "            x[mask] = (2 - 1 / mag[mask]) * (x[mask] / mag[mask])\n",
    "            x = x / 4 + 0.5  # [-inf, inf] is at [0, 1]\n",
    "            return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "config = '../config/block_campus_all_c36_loss_10.yaml'\n",
    "out_dir = '../output/block_campus_all_c36_loss_10'\n",
    "iteration = 30_000\n",
    "\n",
    "with open(config) as f:\n",
    "    cfg = yaml.load(f, Loader=yaml.FullLoader)\n",
    "    lp, op, pp = parse_cfg(cfg)\n",
    "    setattr(lp, 'config_path', config)\n",
    "\n",
    "config_name = os.path.splitext(os.path.basename(config))[0]\n",
    "lp.source_path = os.path.join(\"../\", lp.source_path)\n",
    "lp.model_path = os.path.join(\"../output/\", config_name)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Merge Gaussian Cells"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Merged 5849 points from block 0\n",
      "Merged 1030822 points from block 1\n",
      "Merged 1245899 points from block 2\n",
      "Merged 1943088 points from block 3\n",
      "Merged 1776799 points from block 4\n",
      "Merged 20983 points from block 5\n",
      "Merged 2269096 points from block 6\n",
      "Merged 1827409 points from block 7\n",
      "Merged 1576128 points from block 8\n",
      "Merged 1363781 points from block 9\n",
      "Merged 1426448 points from block 10\n",
      "Merged 1353878 points from block 11\n",
      "Merged 1913366 points from block 12\n",
      "Merged 996231 points from block 13\n",
      "Merged 845683 points from block 14\n",
      "Merged 806392 points from block 15\n",
      "Merged 1158951 points from block 16\n",
      "Merged 2491890 points from block 17\n",
      "Merged 1080753 points from block 18\n",
      "Merged 1135139 points from block 19\n",
      "Merged 780523 points from block 20\n",
      "Merged 1168170 points from block 21\n",
      "Merged 1150602 points from block 22\n",
      "Merged 1566535 points from block 23\n",
      "Merged 624585 points from block 24\n",
      "Merged 1200419 points from block 25\n",
      "Merged 938390 points from block 26\n",
      "Merged 1081805 points from block 27\n",
      "Merged 1100013 points from block 28\n",
      "Merged 923678 points from block 29\n",
      "Merged 249804 points from block 30\n",
      "Merged 1282808 points from block 31\n",
      "Merged 1976284 points from block 32\n",
      "Merged 1590555 points from block 33\n",
      "Merged 1317630 points from block 34\n",
      "Merged 27845 points from block 35\n"
     ]
    }
   ],
   "source": [
    "merged_gaussians = GaussianModel(lp.sh_degree)\n",
    "with torch.no_grad():\n",
    "    for idx in range(36):\n",
    "        gaussians = GaussianModel(lp.sh_degree)\n",
    "        try:\n",
    "            gaussians.load_ply(os.path.join(out_dir+f\"_cell{idx}\", \"point_cloud_blocks\", \"scale_1.0\",\n",
    "                                            \"iteration_\" + str(iteration),\n",
    "                                            \"point_cloud.ply\"))\n",
    "        except:\n",
    "            gaussians.load_ply(os.path.join(out_dir+f\"_cell{idx}\", \"point_cloud_blocks\", \"scale_1.0\",\n",
    "                                            \"iteration_\" + str(1),\n",
    "                                            \"point_cloud.ply\"))\n",
    "        \n",
    "        # plt.figure()\n",
    "        # plt.style.use('seaborn-white')\n",
    "        # plt.scatter(gaussians.get_xyz[::100, 0].detach().cpu(), gaussians.get_xyz[::100, 1].detach().cpu(), s=0.5, c='r', label=f'cell-{idx}')\n",
    "        # plt.legend()\n",
    "        # plt.grid(True)\n",
    "        # plt.show()\n",
    "        \n",
    "        if len(merged_gaussians._xyz) == 0:\n",
    "            merged_gaussians._xyz = gaussians.get_xyz\n",
    "            merged_gaussians._features_dc = gaussians._features_dc\n",
    "            merged_gaussians._features_rest = gaussians._features_rest\n",
    "            merged_gaussians._scaling = gaussians._scaling\n",
    "            merged_gaussians._rotation = gaussians._rotation\n",
    "            merged_gaussians._opacity = gaussians._opacity\n",
    "            merged_gaussians.max_radii2D = gaussians.max_radii2D\n",
    "        else:\n",
    "            merged_gaussians._xyz = torch.cat([merged_gaussians._xyz, gaussians.get_xyz], dim=0)\n",
    "            merged_gaussians._features_dc = torch.cat([merged_gaussians._features_dc, gaussians._features_dc], dim=0)\n",
    "            merged_gaussians._features_rest = torch.cat([merged_gaussians._features_rest, gaussians._features_rest], dim=0)\n",
    "            merged_gaussians._scaling = torch.cat([merged_gaussians._scaling, gaussians._scaling], dim=0)\n",
    "            merged_gaussians._rotation = torch.cat([merged_gaussians._rotation, gaussians._rotation], dim=0)\n",
    "            merged_gaussians._opacity = torch.cat([merged_gaussians._opacity, gaussians._opacity], dim=0)\n",
    "            merged_gaussians.max_radii2D = torch.cat([merged_gaussians.max_radii2D, gaussians.max_radii2D], dim=0)\n",
    "        \n",
    "        print(f\"Merged {len(gaussians.get_xyz)} points from block {idx}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.style.use('seaborn-white')\n",
    "plt.scatter(merged_gaussians.get_xyz[::100, 0].detach().cpu(), merged_gaussians.get_xyz[::100, 2].detach().cpu(), s=0.5, c='r', label='campus')\n",
    "plt.axis('equal')\n",
    "plt.xlim(-1000, 1000)\n",
    "plt.ylim(-750, 1250)\n",
    "plt.xlabel('x/m')\n",
    "plt.ylabel('y/m')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving merged 43248231 point cloud to ../output/block_campus_all_c36_loss_10/point_cloud/iteration_30000/point_cloud.ply\n",
      "Done\n"
     ]
    }
   ],
   "source": [
    "save_path = os.path.join(out_dir, \"point_cloud\", \"iteration_\" + str(iteration), \"point_cloud.ply\")\n",
    "print(f\"Saving merged {len(merged_gaussians.get_xyz)} point cloud to {save_path}\")\n",
    "merged_gaussians.save_ply(save_path)\n",
    "print('Done')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Load GS and find bad case"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "gaussians = GaussianModel(lp.sh_degree)\n",
    "gaussians.load_ply(os.path.join(out_dir, \"point_cloud\",\n",
    "                                \"iteration_\" + str(30000),\n",
    "                                \"point_cloud.ply\"))\n",
    "print(f\"Loaded {len(gaussians.get_xyz)} points from point cloud\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 246,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Metric evaluation progress: 100%|██████████| 247/247 [00:01<00:00, 231.45it/s]\n"
     ]
    }
   ],
   "source": [
    "from utils.loss_utils import ssim\n",
    "from lpipsPyTorch import lpips\n",
    "from utils.image_utils import psnr\n",
    "from pathlib import Path\n",
    "\n",
    "ssims = []\n",
    "psnrs = []\n",
    "# lpipss = []\n",
    "method_dir = Path(\"../output/org_mc_aerial_block9/block_9_test/ours_30000\")\n",
    "gt_dir = method_dir / \"gt\"\n",
    "renders_dir = method_dir / \"renders\"\n",
    "renders, gts, image_names = readImages(renders_dir, gt_dir)\n",
    "for idx in tqdm(range(len(renders)), desc=\"Metric evaluation progress\"):\n",
    "    ssims.append(ssim(renders[idx], gts[idx]))\n",
    "    psnrs.append(psnr(renders[idx], gts[idx]))\n",
    "    # lpipss.append(lpips(renders[idx], gts[idx], net_type='vgg'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 247,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot distribution of each metric\n",
    "plt.figure(figsize=(15, 5))\n",
    "\n",
    "plt.subplot(1, 2, 1)\n",
    "ssims_list = [x.cpu().numpy().squeeze() for x in ssims]\n",
    "ssim_mean = np.mean(ssims_list)\n",
    "plt.plot(ssims_list)\n",
    "plt.axhline(y=ssim_mean, color='r', linestyle='-')\n",
    "plt.title(\"SSIM\")\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "psnrs_list = [x.cpu().numpy().squeeze() for x in psnrs]\n",
    "psnr_mean = np.mean(psnrs_list)\n",
    "plt.plot(psnrs_list)\n",
    "plt.axhline(y=psnr_mean, color='r', linestyle='-')\n",
    "plt.title(\"PSNR\")\n",
    "\n",
    "# plt.subplot(1, 3, 3)\n",
    "# lpipss_list = [x.cpu().numpy().squeeze() for x in lpipss]\n",
    "# lpipss_mean = np.mean(lpipss_list)\n",
    "# plt.plot(lpipss_list)\n",
    "# plt.axhline(y=lpipss_mean, color='r', linestyle='-')\n",
    "# plt.title(\"LPIPS\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 243,
   "metadata": {},
   "outputs": [],
   "source": [
    "target_idx = 0\n",
    "metric = \"PSNR\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 338,
   "metadata": {},
   "outputs": [],
   "source": [
    "current_idx = 0\n",
    "for idx in range(len(renders)):\n",
    "    if metric == \"SSIM\":\n",
    "        metric_value = ssims_list[idx]\n",
    "        thershold = 0.75\n",
    "    elif metric == \"PSNR\":\n",
    "        metric_value = psnrs_list[idx]\n",
    "        thershold = 24\n",
    "    # elif metric == \"LPIPSS\":\n",
    "    #     metric_value = -lpipss_list[idx]\n",
    "    #     thershold = -0.35\n",
    "    \n",
    "    if metric_value < thershold:  # 0.75 for ssim, 25 for psnr\n",
    "        if target_idx == current_idx:\n",
    "            plt.figure(figsize=(16, 8))\n",
    "            plt.subplot(1, 2, 1)\n",
    "            plt.imshow(renders[idx].squeeze().cpu().numpy().transpose(1, 2, 0))\n",
    "            plt.title(f\"Render-{idx}-{metric}-{metric_value}\")\n",
    "            plt.axis(\"off\")\n",
    "            plt.subplot(1, 2, 2)\n",
    "            plt.imshow(gts[idx].squeeze().cpu().numpy().transpose(1, 2, 0))\n",
    "            plt.title(f\"GT-{idx}-{metric}-{metric_value}\")\n",
    "            plt.axis(\"off\")\n",
    "            plt.show()\n",
    "            break\n",
    "        else:\n",
    "            current_idx += 1\n",
    "target_idx += 1"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "gaussian_splatting",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
